Machine learning algorithms for spatial data. Case studies: Environmental pollution, natural hazards, renewable resources

This paper presents general problems and approaches for the spatial data analysis using machine learning algorithms. Machine learning is a very powerful approach to adaptive data analysis, modelling and visualisation. The key feature of the machine learning algorithms is that they learn from empirical data and can be used in cases when the modelled environmental phenomena are hidden, nonlinear, noisy and highly variable in space and in time. Most of the machines learning algorithms are universal and adaptive modelling tools developed to solve basic problems of learning from data: classification/pattern recognition, regression/mapping and probability density modelling. In the present report some of the widely used machine learning algorithms, namely artificial neural networks (ANN) of different architectures and Support Vector Machines (SVM), are adapted to the problems of the analysis and modelling of geo-spatial data. Machine learning algorithms have an important advantage over traditional models of spatial statistics when problems are considered in a high dimensional geo-feature spaces, when the dimension of space exceeds 5. Such features are usually generated, for example, from digital elevation models, remote sensing images, etc. An important extension of models concerns considering of real space constrains like geomorphology, networks, and other natural structures. Recent developments in semi-supervised learning can improve modelling of environmental phenomena taking into account on geo-manifolds. An important part of the study deals with the analysis of relevant variables and models' inputs. This problem is approached by using different feature selection/feature extraction nonlinear tools. To demonstrate the application of machine learning algorithms several interesting case studies are considered: digital soil mapping using SVM, automatic mapping of soil and water system pollution using ANN; natural hazards risk analysis (avalanches, landslides), assessments of renewable resources (wind fields) with SVM and ANN models, etc. The dimensionality of spaces considered varies from 2 to more than 30. Figures 1, 2, 3 demonstrate some results of the studies and their outputs. Finally, the results of environmental mapping are discussed and compared with traditional models of geostatistics.

Gestiód'events : rumbo

L'objectiu principal del projecte de final de carrerà és aprendre i entendre com es desenvolupen i mantenen aplicacions en tecnologia J2EE. Ja que és una tecnologia que esta molt de moda i que utilitza la gran part del mercat de desenvolupament de programari. L'altre objectiu era desenvolupar una aplicació de gestió d'esdeveniments que permetes els usuaris enregistrarse els esdeviments i les empreses oferir i controlar l'assistència d'aquests esdeveniments.

Belcoo green gym project

The aim is to work with children as a means to communicating to family and friends. The practical side of the project will take local children out of the classroom surrounding and into the natural environment. The children involved will participate in growing their own fruit and vegetable garden and learn the importance of healthy diet alongside other key stage development issues such as recycling and food chains.

PHA advises 'breast is best'!

The Public Health Agency is using National Breastfeeding Awareness Week (NBAW) to emphasise the message that breastfeeding is the healthiest option for both you and your baby and that by deciding to breastfeed, you will be giving your child the best possible start in life. NBAW runs from 19-25 June and highlights the fact that any period of breastfeeding, however short, will benefit your baby.Breast milk is different to formula milk as it contains antibodies that cannot be manufactured in formula. Antibodies help protect babies from infection and stimulate their immune system.Northern Ireland has the lowest breastfeeding rate in the UK, with an average of 63% of women breastfeeding their baby at birth. Janet Calvert, Regional Breastfeeding Coordinator at the PHA, said: "This is an issue that clearly needs addressed, as breastfeeding has many important health benefits for both mother and baby. These include a reduced risk of ear, chest, kidney and stomach infections and less risk of childhood diabetes and obesity."Breastfeeding can also significantly reduce the risk of hospital admission of children for gastroenteritis and chest infections. The health benefits for mothers who choose to breastfeed include a reduced risk of developing illnesses such as breast cancer, ovarian cancer and osteoporosis."There are other benefits as well as those to your health. Breastfeeding is free - you don't have to buy formula, bottles, teats, sterilising equipment etc. Breast milk is always available, with the right ingredients, at the right temperature, so it's easier to feed at night or on the go.The PHA recognises the importance of breastfeeding to health and the need to ensure that mothers get off to a good start with breastfeeding. It is vital that mothers get the right support and encouragement from their family and friends should they decide to breastfeed. Breastfeeding can be difficult at the start and mothers need reassurance while they learn."There are many local initiatives in the community to improve breastfeeding support. These include improving support in the health service and through Sure Start programmes, which work in areas of need to help ensure children get the best start in life," Janet added."Mother to mother peer support programmes are in place in many areas and are working with expectant and new mothers to help them breastfeed for longer. There are also 70 breastfeeding support groups, which provide ongoing support for breastfeeding mothers throughout Northern Ireland. "The PHA is also working to improve attitudes to breastfeeding in public through the Breastfeeding Welcome Here scheme, which began in 2005 and now has over 200 businesses and public facilities signed up to support and welcome breastfeeding families. All these initiatives, along with support from partners and family, are vital to help expectant and new mothers stay with breastfeeding."Health Minister Edwin Poots said: "There is clear evidence that breastfeeding offers health benefits for both babies and mothers. We know that breast milk gives baby the best start in life by providing all the nutrients and protection a baby needs for the first six months of life. That is why my Department is committed to promoting and supporting breastfeeding".For further information on breastfeeding visit www.breastfedbabies.org.uk

ASIST suicide prevention training - all-island evaluation report

The findings of a Public Health Agency evaluation report on a suicide prevention training programme were today presented at the North South Ministerial Council Health Sector meeting.ASIST, The Applied Suicide Intervention Skills Training programme, has to date been delivered to more than 20,000 people in the Republic of Ireland and more than 11,000 people in Northern Ireland. This two day course, delivered by a wide range of organisations including those from the voluntary/community sector, for professionals and the public helps individuals provide emergency help to people at risk of suicidal behaviour. It also develops a cooperative network among participants, since often many people have to work together to prevent suicide.Talking about the findings of this work, Dr Eddie Rooney, Chief Executive, PHA, said: "Both the PHA and the National Office for Suicide Prevention (NOSP), based in the Republic of Ireland, are concerned for any loss of life through suicide and we send our condolences to all families who have been bereaved. We know ASIST training brings a positive element to suicide prevention. Those who have been trained said that the two biggest advantages are that they know when, how and have the confidence to help people who are under pressure and that it helps to build positive links between community and voluntary organisations and the health service. I am pleased that this has been borne out in the evaluation and we hope ASIST will continue to be of enormous benefit and will contribute to a reduction in suicidal behaviour and the tragedy that this brings to our community".This evaluation found that within organisations where staff had participated in ASIST training, there were improvements in service development; staff attitudes, confidence and skills in relation to suicide and suicide intervention and in policies and procedures. At a community level, ASIST was found to have contributed to a sense of empowerment through an increased confidence in being able to deal with suicide and suicidal behaviour.The report also shows that the ASIST model offers a common language, helping communication between the community or voluntary organisations and those from a health background. In fact this training helped to cancel out any differences between those with mental health qualifications and those without, in terms of knowledge, skills, attitude and willingness to intervene. The study also confirmed that ASIST training was most relevant to those who were likely to be in contact with a person 'at risk'.In welcoming the publication of the report Geoff Day, Director of the NOSP, said: "This report is an independent evaluation of the ASIST programme, it has allowed us to demonstrate the effectiveness of the programme in increasing community participants confidence and ability to respond to individuals in suicidal crisis.He added: "The fact the evaluation was completed on an all-island basis allows the NOSP and the PHA to avoid duplication of resources, improve coordination of suicide prevention training programmes across both jurisdictions and allows us to learn from different approaches used in suicide prevention across the island of Ireland."He reiterated the Health Service Executive commitment to the continued implementation of quality assured training programmes as part of Reach out: the National Strategy for Action on Suicide Prevention.ASIST training is being rolled out in Northern Ireland as part of the implementation of the 'Protect Life' suicide prevention strategy, which was published by the Department of Health, Social Services and Public Safety in 2006.A copy of the evaluation report can be found below and in the publications section of this website, by clicking here

A Fitter Future for All - Framework launched

Obesity is a modern lifestyle epidemic that is threatening our health and well-being.This was the key message delivered by Health Minister Edwin Poots at the launch of The Framework for Preventing and Addressing Overweight and Obesity in Northern Ireland 2012-2022: 'A Fitter Future for All'.This ten year strategy will seek to improve the health and wellbeing of people throughout their entire life, from newborns to seniors.Minister Poots said: "We need to face the issue of obesity head on. It's an issue that will require commitment and action from across all sectors, including other government departments and agencies. It is therefore my intention to invest more than £7 million towards tackling the problem of obesity over the next three years."The negative impact on health caused by obesity cannot be over stated. Being obese increases the risk of developing serious illnesses such as heart disease, stroke, some cancers and type 2 diabetes."It is a significant challenge facing modern society and if we don't tackle it now we are storing up a multitude of problems for ourselves in the future."The Minister continued: "More and more of our children and young people are becoming overweight or obese and are putting themselves at risk of developing a range of health problems in their later years."Evidence shows that it is more likely that an obese child will become an obese adult. This in turn will lead to a greater strain on our health and social care services, with more people requiring treatment for obesity related illnesses and specialist care."The proposed framework looks to address a number of key issues, including:-increasing levels of breastfeeding;increasing knowledge and skills about food and its preparationencouraging participation in physical activity;promoting walking and cycling; making sure how we live and where we live encourages and supports healthy eating and physical activity;encouraging and supporting more community involvement with these issues; and;continuation of reformulation of processed foods.The Minister added: "In Northern Ireland 59% of adults are either overweight (36%) or obese (23%). Another worrying statistic is that 8% of children aged 2-15 years were assessed as being obese. These figures demonstrate the scale of the problem and the enormous challenge we are facing."The new framework sets challenging targets. To date we have focussed on simply trying to stop the rise in the levels of obesity, however under A Fitter Future For All we are seeking to actually reduce the level of obesity by 4% and overweight and obesity by 3% among adults. In addition, we are seeking a 3% reduction of obesity and 2% reduction of overweight and obesity among our children and young people." "Meeting these targets will require changes in our lifestyles and behaviours. Most importantly, individuals need to be given the opportunity to make decisions that will benefit their own health and wellbeing".Referring to the 'Give It A Go!' initiative, to increase awareness of the range of nutritional and physical activity initiatives in the southern area, the Minister said: "The Give It A Go! Initiative is a great example of how collaborative work can make such a positive contribution to peoples' lives by providing opportunities for learning, participation in physical activity and for social interaction."Tackling obesity and seeing positive results throughout the life course of the entire population will take time but I strongly believe that the actions set out in this framework will inspire and enable people to improve their diets and be more active."Encouraging people to consider the framework and adopt a healthier lifestyle, the Minister concluded: "Government cannot tackle obesity on its own. We can encourage and promote healthy eating and physical activity but as a society, we must take more individual responsibility for our own health outcomes."Dr Tracy Owen, Consultant in Public Health Medicine with the PHA, said: "The PHA is already working with partner organisations across many of the areas included in the framework 'A Fitter Future for All' and is addressing issues such as developing people's skills and knowledge about healthier eating along with encouraging participation in physical activity. The framework gives us the opportunity to raise awareness of this important area and strengthen action."As the Minister has mentioned, a good example of this coordinated action is the PHA supported initiative Give it a Go! which is providing people in the Southern area with the opportunity to learn about food through supermarket tours and Cook it! classes and to get active through walks, spinning classes and many other activities, all of which are free. These taster sessions are aimed at raising awareness of healthier lifestyles which will ultimately make changes in behaviour more likely."These changes, no matter how small, can help people to lose weight, maintain a healthy weight and bring big benefits to their general health. Importantly, we have developed this joint programme by working closely with our partners, particularly local councils."

What is a serving size: A guide for pre-schools

This guide offers practical help to all those providing food for pre-school age children. It is a pictorial manual giving real life serving sizes to guide care-givers, parents and guardians on suitable size servings. This booklet also provides sound advice on family-style eating habits, the introduction of new foods and the environment which nurtures healthy eating habits for life. Establishing good lifestyle habits, including positive attitudes and behaviours around food is one of the key cornerstones to shaping future health. This starts during the pre-school years when children grow rapidly and begin to learn about the environment around them. Providing an environment that supports healthy eating both at home and at school is important. It is well recognised that gauging portion sizes for young children can besomewhat difficult; they need to be adequate without being excessive.

Bases de dades multimedia

Aquest treball vol fer conèixer d'una manera més o menys acurada el concepte de base de dades multimèdia i tot el que hi està relacionat. Amb aquesta finalitat, el treball s'ha estructurat de manera que el lector conegui els conceptes fonamentals de les bases de dades en general i de les multimèdia en concret, com també les tecnologies disponibles per a gestionar-les, saber com funcionen, què ofereixen, etc.

Quantifying network properties in multi-electrode recordings: spatiotemporal characterization and inter-trial variation of evoked gamma oscillations in mouse somatosensory cortex in vitro.

Linking the structural connectivity of brain circuits to their cooperative dynamics and emergent functions is a central aim of neuroscience research. Graph theory has recently been applied to study the structure-function relationship of networks, where dynamical similarity of different nodes has been turned into a "static" functional connection. However, the capability of the brain to adapt, learn and process external stimuli requires a constant dynamical functional rewiring between circuitries and cell assemblies. Hence, we must capture the changes of network functional connectivity over time. Multi-electrode array data present a unique challenge within this framework. We study the dynamics of gamma oscillations in acute slices of the somatosensory cortex from juvenile mice recorded by planar multi-electrode arrays. Bursts of gamma oscillatory activity lasting a few hundred milliseconds could be initiated only by brief trains of electrical stimulations applied at the deepest cortical layers and simultaneously delivered at multiple locations. Local field potentials were used to study the spatio-temporal properties and the instantaneous synchronization profile of the gamma oscillatory activity, combined with current source density (CSD) analysis. Pair-wise differences in the oscillation phase were used to determine the presence of instantaneous synchronization between the different sites of the circuitry during the oscillatory period. Despite variation in the duration of the oscillatory response over successive trials, they showed a constant average power, suggesting that the rate of expenditure of energy during the gamma bursts is consistent across repeated stimulations. Within each gamma burst, the functional connectivity map reflected the columnar organization of the neocortex. Over successive trials, an apparently random rearrangement of the functional connectivity was observed, with a more stable columnar than horizontal organization. This work reveals new features of evoked gamma oscillations in developing cortex.

Changing the future: experiencing adolescence in contemporary Ireland: sexual health and behaviour.

If we create the space in which children and young people can talk openly and in their own language even upon challenging subjects such as sex, then we are likely to learn more from what they tell usâ?T proposes the final UNICEF Ireland report which examines adolescent perspectives on sexual health and behaviour. Key findings in the report included: 63%, and 1 in 5 sixteen year old respondents, reported that they have had sex; 1 in 5 sexually active respondents reported that they did not use a condom the first time that they had sex; 2 in 5 girls who were sexually active reported that they had consumed alcohol before their first sexual experience, compared to 3 in 10 boys; The majority of respondents (54%) reported that they had watched pornography on the internet, and more than one third of the respondents who had watched pornography on the internet believed that it was accurate or educational; Only 1 in 5 respondents reported that they ever speak to their parents about sex. Noting â?~the broad spectrum from which young people living in Ireland draw down information about sexâ?T the UNICEF Ireland report concludes that â?~we must be sure that when a young person is making decisions about their sexual health and behaviour, every opportunity is afforded them in terms of open discussion, understanding, support, information and adviceâ?T Commenting on the Report, Amel Yucef a Youth Health Coordinator at the Base Youth Centre, Ballyfermot said â?oAs the participants in UNICEF Irelandâ?Ts survey have shown, many young people do not feel equipped with the information and support they need to make informed choices about their sexual health. Providing those supports is a priority for us at the Base.â? The Youth Health Programme, that Amel co-ordinates is a HSE funded initiative which was created to respond to the health needs of young people, as identified by the young people of the Dublin 10 area themselves. The Programme delivers community-based and youth-friendly health responses, based upon a harm-reduction model. The Youth Health Programme works towards building the capacity of young people to access health services, while also encouraging those services to deliver in an accessible and youth-friendly way.This resource was contributed by The National Documentation Centre on Drug Use.

Archiving and Accessing Qualitative Data Programme

There is a growing body of qualitative research data being made available in data archives in both Ireland and the UK. Examples of Irish qualitative data currently available for further analysis include Growing Up in Ireland (GUI) and Life Histories and Social Change in 20th Century Ireland. The Timescapes Research Programme, at the University of Leeds, hosts a wide variety of economic and social research data relevant to child and family researchers; data which is available to researchers in both Northern Ireland and the Republic of Ireland. Access to this data provides researchers with greater opportunities to explore the issues that affect children, their families and their  communities and which may ultimately contribute to informing children's policy. In this the second master class of the Children's Research Network for Ireland and Northern Ireland, participants will learn about the various qualitativ edatasets that are publicly-available for research purposes in the Republic of Ireland and Northern Ireland.

Estudi de com OWL amplia la funcionalitat d' RDF i aquest, a la vegada d' XML.

L'objectiu general d'aquest treball és conèixer el concepte de web semàntica i aprofundir-hi, i també entendre els principis bàsics d'algunes de les tecnologies en què recolza: les ontologies, l'XML, l'RDF i l'OWL.

Food Focus

he Food Focus Community Food Initiative promotes healthy eating through a variety of co-ordinated, strategic activities that offer people a way to engage in a positive approach to food. It is creating one community, one message about healthy eating and ensure the ability to achieve a healthy diet through building a variety of sustainable, engaging food activities. Food Focus is a set of community based structures dedicated to addressing the risk and instances of food poverty in the Knocknaheeny area and intends to act as a model for similar work across other RAPID/Health Area Zone areas on the North side of Cork. It offers participants the chance to grow their own food, sign up to the food charter, learn about budgeting and planning or volunteer. The Community Food Charter was developed by local people and other stakeholders supported by the Community Dietician and will reflect the kind of food experiences they want for themselves, their families, within projects and public outlets. They are currently developing a large community garden in Knocknaheeny. Contact Person Katherine Harford Phone +353 (0)21 4300135 Address HSE BuildingHarbourview RoadKnocknaheenyCork Email Katherine@nicheonline.ie Website http://www.nicheonline.ie/index.php?pageID=152

Frugal Fridays

An intergenerational frugal living group which meets weekly at Spafield Family Resource Centre to learn about using our resources more efficiently, nutrition, budgeting, growing and harvesting of food and herbs and exploring their use through practical interactive workshops in cookery and creation of homemade health and beauty care products, homemade cleaning products and craft Initiative Type Nutrition Education and Training Programmes Location Tipperary Target Groups Families Unemployed

Learning collaboration in General Internal Medicine: a pilot project for undergraduate students in nursing, physiotherapy and medicine

Background: A form of education called Interprofessional Education (IPE) occurs when two or more professions learn with, from and about each other. The purpose of IPE is to improve collaboration and the quality of care. Today, IPE is considered as a key educational approach for students in the health professions. IPE is highly effective when delivered in active patient care, such as in clinical placements. General internal medicine (GIM) is a core discipline where hospital-based clinical placements are mandatory for students in many health professions. However, few interprofessional (IP) clinical placements in GIM have been implemented. We designed such a placement. Placement design: The placement took place in the Department of Internal Medicine at the CHUV. It involved students from nursing, physiotherapy and medicine. The students were in their last year before graduation. Students formed teams consisting of one student from each profession. Each team worked in the same unit and had to take care of the same patient. The placement lasted three weeks. It included formal IP sessions, the most important being facilitated discussions or "briefings" (3x/w) during which the students discussed patient care and management. Four teams of students eventually took part in this project. Method: We performed a type of evaluation research called formative evaluation. This aimed at (1) understanding the educational experience and (2) assessing the impact of the placement on student learning. We collected quantitative data with pre-post clerkship questionnaires. We also collected qualitative data with two Focus Groups (FG) discussions at the end of the placement. The FG were audiotaped and transcribed. A thematic analysis was then performed. Results: We focused on the qualitative data, since the quantitative data lacked of statistical power due to the small numbers of students (N = 11). Five themes emerged from the FG analysis: (1) Learning of others' roles, (2) Learning collaborative competences, (3) Striking a balance between acquiring one's own professional competences and interprofessional competences, (4) Barriers to apply learnt IP competences in the future and (5) Advantages and disadvantages of IP briefings. Conclusions: Our IP clinical placement in GIM appeared to help students learn other professionals' roles and collaborative skills. Some challenges (e.g. finding the same patient for each team) were identified and will require adjustments.